MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33721
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3701
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 5⁄4 ◉ ⏳ 94 53 N/A 39 90 89
3702
guido-marinho
MySQL MCP Server ⚡ Claim
Provides read-only access to MySQL databases with automatic schema discovery an…
B 75 5⁄5 ◉ ⏳ 94 53 — 42 81 94
3703
Malove86
MCP MySQL Server ⚡ Claim 2
A server based on Model Context Protocol that enables AI models to interact wit…
B 75 5⁄5 ◉ ⏳ 78 100 — 42 77 64
3704
sam2332
Generates customizable test/placeholder images as PNG files with specified dime…
B 75 5⁄4 ◉ ⏳ 78 72 N/A 32 90 94
3705
aaronsb
Provides 10 structured reasoning strategies (Chain of Thought, ReAct, Tree of T…
B 75 5⁄5 ◉ ⏳ 94 82 — 33 81 66
3706
sanyambassi
MCP server for Thales CipherTrust Manager RestFul Data Protection service.
B 75 5⁄5 ◉ ⏳ 81 73 — 41 82 91
3707
my-mcp-hub
mcp-kit ⚡ Claim
A CLI tool to create MCP (Model Context Protocol) applications with ease.
B 75 5⁄4 ◉ ⏳ 88 50 N/A 76 91 67 HA
3708
Jonathan97480
Enables AI agents to control and monitor Home Assistant smart home devices thro…
B 75 5⁄5 ◉ ⏳ 84 67 — 48 81 90
3709
mkummer225
Google Sheets MCP ⚡ Claim
A Model Context Protocol (MCP) connector that allows AI agents to directly inte…
B 75 5⁄5 ◉ ⏳ 86 57 — 47 81 100
3710
markolive1501
Provides tools to monitor host system health including CPU load, disk usage, an…
B 75 5⁄4 ◉ ⏳ 94 56 N/A 27 87 99
3711
evalstate
MCP Webcam Server ⚡ Claim
Enables users to send live webcam images to Claude Desktop or other MCP clients…
B 75 6⁄6 ◉ ⏳ 72 43 90 71 80 100
3712
shibayu36
MCP server specialized in retrieving information from Slack messages and threads
B 75 5⁄4 ◉ ⏳ 66 51 N/A 79 95 91
3713
bolnet
memwright Claim 1
Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.
B 75 5⁄4 ◉ ⏳ 90 58 N/A 72 60 95
3714
vzeman
Odoo MCP Server ⚡ Claim 2
A Model Context Protocol server that enables AI assistants to interact with Odo…
B 75 5⁄5 ◉ ⏳ 75 70 — 45 80 97
3715
supadata-ai
mcp ⚡ Claim
Official Supadata MCP Server - Adds powerful video & web scraping to Cursor, Cl…
B 75 6⁄6 ◉ ⏳ 96 66 53 58 81 91
3716
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 5⁄5 ◉ ⏳ 88 38 — 76 81 94
3717
dbsectrainer
Step-by-step observability for MCP agent workflows
B 75 4⁄4 ◉ ⏳ 58 N/A N/A 62 83 98
3718
AImaginationLab
Marvel Rivals MCP ⚡ Claim
Provides access to Marvel Rivals game data including hero information, abilitie…
B 75 5⁄5 ◉ ⏳ 94 55 — 29 83 100
3719
kapilduraphe
Webflow MCP Server ⚡ Claim 1
Enables Claude to interact with Webflow's APIs for managing sites, retrieving i…
B 75 5⁄5 ◉ ⏳ 78 68 — 40 82 100
3720
DatSciX-CEO
MCP server that enables intelligent analysis of legal spend data across multipl…
B 75 5⁄5 ◉ ⏳ 78 66 — 55 81 92
3721
kylestratis
Enables creating and managing Spotify playlists using natural language with adv…
B 75 5⁄5 ◉ ⏳ 86 71 — 41 81 86
3722
brockwebb
Enables natural language queries of U.S. Census Bureau data, translating plain …
B 75 5⁄5 ◉ ⏳ 90 71 — 30 84 87
3723
andrewhopper
ITMCP ⚡ Claim 1
Secure network administration MCP server that enables AI assistants to safely e…
B 75 5⁄5 ◉ ⏳ 90 61 — 42 76 99
3724
hesreallyhim
A file monitoring server that tracks filesystem events and provides real-time n…
B 75 5⁄4 ◉ ⏳ 80 51 N/A 45 95 99
3725
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 5⁄5 ◉ ⏳ 96 65 — 21 81 94
3726
vipincr
Imagen MCP Server ⚡ Claim
Enables AI assistants to generate high-quality images using Google's Gemini and…
B 75 5⁄5 ◉ ⏳ 88 43 — 66 81 99
3727
MikelA92
Enables LLMs to interact with Metabase instances through 33 tools for querying …
B 75 5⁄5 ◉ ⏳ 92 68 — 28 81 93
3728
evolsb
Enables fast, local access to Intercom conversations through intelligent cachin…
B 75 5⁄5 ◉ ⏳ 96 43 — 55 81 95
3729
walidboulanouar
n8n-mcp ⚡ Claim
B 75 5⁄5 ◉ ⏳ 96 43 N/A 68 76 92
3730
neverinfamous
A MCP server built for developers enabling Git based project management with pr…
B 75 5⁄4 ◉ ⏳ 88 22 — 86 95 91
3731
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 5⁄4 ◉ ⏳ 62 75 N/A 45 95 96
3732
domdomegg
Starling Bank ⚡ Claim 1
Allow AI systems to view and control your Starling Bank account via MCP.
B 75 5⁄4 ◉ ⏳ 78 65 N/A 75 60 99
3733
executeautomation
playwright-mcp-server ⚡ Claim 3
An MCP server using Playwright for browser automation and webscrapping
B 75 5⁄5 ◉ ⏳ 75 83 N/A 70 100 42
3734
rchanllc
joltsms-mcp-server ⚡ Claim 1
Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for me…
B 75 5⁄4 ◉ ⏳ 72 72 — 69 83 76
3735
XIADENGMA
Enables real-time user intervention for MCP agents through a web UI, allowing u…
B 75 5⁄5 ◉ ⏳ 72 62 — 74 82 88
3736
CartographAI
Generates and queries a graph representation of a codebase to identify entities…
B 75 5⁄4 ◉ ⏳ 86 56 N/A 43 87 94
3737
Alfanous-team
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
B 75 5⁄4 ◉ ⏳ 94 25 N/A 82 94 84
3738
manbodyslam
Postiz Media Manager ⚡ Claim 1
Manages and cleans up unused media in Postiz by identifying orphaned files not …
B 75 5⁄5 ◉ ⏳ 84 67 — 50 76 94
3739
sethclawd-prog
schemaguard ⚡ Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 5⁄4 ◉ ⏳ 76 58 N/A 50 95 91
3740
suttonwilliamd
tpc-server Claim
tpc-server
B 75 5⁄5 ◉ ⏳ 92 56 — 36 81 99
3741
miyamamoto
JVLink MCP Server ⚡ Claim 1
Enables natural language queries and analysis of Japanese horse racing data fro…
B 75 5⁄5 ◉ ⏳ 78 82 — 59 82 68
3742
youssef7788
Enables interaction with Azure AI Foundry services through a unified interface …
B 75 5⁄5 ◉ ⏳ 90 82 — 55 81 58
3743
LeeSinLiang
Godot MCP ⚡ Claim 1
Enables AI assistants to interact with the Godot game engine by launching the e…
B 75 5⁄5 ◉ ⏳ 96 100 N/A 26 95 36
3744
selvatuple
revibe-mcp ⚡ Claim
Enables analysis of any GitHub repository to get architecture, file roles, exec…
B 75 5⁄4 ◉ ⏳ 72 68 — 55 81 99
3745
guangxiangdebizi
Fetches YouTube video subtitles and transcripts with support for multiple langu…
B 75 5⁄5 ◉ ⏳ 90 100 — 41 81 45
3746
tuannvm
A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, lever…
B 75 5⁄4 ◉ ⏳ 84 38 N/A 62 95 95
3747
sophotechlabs
kube-lint-mcp ⚡ Claim
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
B 75 5⁄5 ◉ ⏳ 90 28 — 81 83 96
3748
ergrato-dev
A comprehensive free bootcamp that teaches the creation of Model Context Protoc…
B 75 5⁄4 ◉ ⏳ 72 63 N/A 40 95 100
3749
cyanheads
toolkit-mcp-server ⚡ Claim 1
A Model Context Protocol server providing LLM Agents with system utilities and …
B 75 5⁄5 ◉ ⏳ 79 83 N/A 51 95 54
3750
InDate
cdp-tools-mcp ⚡ Claim 1
Enables AI agents to debug code and automate browsers using Chrome DevTools Pro…
B 75 5⁄4 ◉ ⏳ 100 25 N/A 65 95 88
Showing 3701–3750 of 69007 servers
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